Skip to main content

Python SDK for Z3rno — AI agent memory database.

Project description

z3rno (Python SDK)

License: Apache 2.0 CI PyPI

Python SDK for Z3rno -- thin HTTP client for the Z3rno memory API.

Installation

pip install z3rno

Quickstart

from z3rno import Z3rnoClient

client = Z3rnoClient(base_url="https://api.z3rno.dev", api_key="z3rno_sk_...")
memory = client.store(agent_id="agent-1", content="User prefers dark mode", memory_type="semantic")
results = client.recall(agent_id="agent-1", query="What does the user prefer?", top_k=5)
client.forget(memory_id=memory.id)

Async Usage

from z3rno import AsyncZ3rnoClient

async def main():
    async with AsyncZ3rnoClient(base_url="https://api.z3rno.dev", api_key="z3rno_sk_...") as client:
        memory = await client.store(agent_id="agent-1", content="User prefers dark mode")
        results = await client.recall(agent_id="agent-1", query="preferences")
        await client.forget(memory_id=memory.id)

Methods

Method Description
store(...) Store a new memory with optional type, metadata, relationships, TTL, and importance
recall(...) Recall memories by semantic similarity query
forget(...) Soft-delete a memory by ID
audit(...) Query the audit trail with optional filters and pagination

All methods are available on both Z3rnoClient (sync) and AsyncZ3rnoClient (async).

Features

  • Thin HTTP client -- only httpx, pydantic, and tenacity at runtime. No database drivers.
  • Typed errors -- Z3rnoRateLimitError, Z3rnoAuthenticationError, Z3rnoValidationError, each mapping to a specific HTTP status.
  • Automatic retries -- exponential backoff on connection errors and 5xx responses. Retry-After honored on 429.
  • Context manager support -- use with / async with for automatic cleanup.

Framework Integrations

Each is a separate package that depends on z3rno:

  • z3rno-langchain -- LangChain BaseMemory + BaseRetriever adapter
  • z3rno-crewai -- CrewAI memory provider
  • z3rno-openai -- OpenAI Agents SDK function tools

For Anthropic Claude, see the z3rno-mcp Model Context Protocol server.

For a detailed step-by-step setup, see QUICKSTART.md.

API Documentation

Full API reference: astron-bb4261fd.mintlify.app/sdk/python

Development

uv sync --dev
uv run ruff check .
uv run mypy .
uv run pytest

See CONTRIBUTING.md for the full workflow.

License

Apache 2.0 -- see LICENSE.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

z3rno-0.7.1.tar.gz (413.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

z3rno-0.7.1-py3-none-any.whl (37.2 kB view details)

Uploaded Python 3

File details

Details for the file z3rno-0.7.1.tar.gz.

File metadata

  • Download URL: z3rno-0.7.1.tar.gz
  • Upload date:
  • Size: 413.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for z3rno-0.7.1.tar.gz
Algorithm Hash digest
SHA256 459fc2386bb114dc2853d0b99f31304c15ceff06fab29cee2260322d75870d2a
MD5 c72cd8f3d4b177eca08bbf459b2b31c6
BLAKE2b-256 f5162e6c50110cb7e9e845c91e6797408c3ef2eeb61efe6219ece1bc804a97ce

See more details on using hashes here.

File details

Details for the file z3rno-0.7.1-py3-none-any.whl.

File metadata

  • Download URL: z3rno-0.7.1-py3-none-any.whl
  • Upload date:
  • Size: 37.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for z3rno-0.7.1-py3-none-any.whl
Algorithm Hash digest
SHA256 588e04fa33ad631a1ffc6783e0b4ca79b9278ea1703d3bf8a9e2700480fad7fd
MD5 3b9514cb74a592f84750edf06e3e16a2
BLAKE2b-256 11d6578786c739c51c9d77ad9b79a8ac38cbddfe509fc2dc0b87cc0c24ed26d8

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page